{"id":"W4237163592","doi":"10.3386/w17768","title":"Sizing Up Repo","year":2012,"lang":"en","type":"report","venue":"National Bureau of Economic Research","topic":"","field":"","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bank of Canada","funders":"","keywords":"Sizing; Process engineering; Environmental science; Materials science; Pulp and paper industry; Chemistry; Engineering; Organic chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.02715667,0.0003776181,0.0008757712,0.002507433,0.0001712568,0.0001080989,0.001044608,0.000818807,0.007057202],"category_scores_gemma":[0.006788123,0.0004126132,0.0003949307,0.000395957,0.000540628,0.0004451142,0.0004980659,0.001815777,0.03677729],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01055188,"about_ca_system_score_gemma":0.01199159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002735392,"about_ca_topic_score_gemma":0.0001740242,"domain_scores_codex":[0.9911435,0.0004635606,0.001531542,0.0008978596,0.004880668,0.001082888],"domain_scores_gemma":[0.9896943,0.002169644,0.0009982509,0.0008690687,0.005952628,0.0003161317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007754352,0.0001022416,0.001638097,0.0002588879,0.0004032911,0.000004750041,0.00006847311,0.0001059498,0.0007163892,0.1043171,0.8915575,0.0007497868],"study_design_scores_gemma":[0.0006040116,0.00007018452,0.001550725,0.0002798418,0.00004294714,0.0001572801,0.00006974291,0.0001554627,0.001361791,0.1045604,0.8905703,0.0005773567],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001642132,0.003575381,5.694771e-7,0.0002131383,0.001789376,0.0007210454,0.0003164253,0.0001204931,0.9916214],"genre_scores_gemma":[0.8309041,0.001057048,0.0003833597,0.00001454904,0.007869935,0.00033255,0.002189925,0.001097567,0.156151],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8354704,"threshold_uncertainty_score":0.9998326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6875748171208688,"score_gpt":0.5934275144178706,"score_spread":0.0941473027029982,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}